Generative Engine Optimization plus agent eligibility: how brands stay visible when answers are assembled, not ranked.
Scenarios
140+
Eval library
Citation lift
+19%
Pilot brands
Time to insight
4 d
Per vertical slice
Coverage
8
Commerce categories
Legacy SEO metrics misalign with LLM surfaces. Brands need a framework that connects structured product truth, third-party corroboration, and scenario-based evaluation—not keyword density.
Three pillars: (1) decision-grade PDP facts, (2) corroboration graph across manuals, support, and trusted reviews, (3) continuous evaluation against agent scenarios and citation behavior.
Teams use the framework to prioritize content work that moves agent outcomes, reducing wasted effort on legacy SEO tasks with no machine-decision impact.
Content
Evidence
Eval
Analytics